Accessible Ecosystem for Clinical Research (Federated Learning for Everyone): Development and Usability Study.
Ashkan PirmaniMartijn OldenhofLiesbet M PeetersEdward De BrouwerYves MoreauPublished in: JMIR formative research (2024)
FL4E represents a significant step forward in collaborative clinical research by merging the benefits of centralized and federated learning. Its modular ecosystem-based design and the "degree of federation" feature make it an inclusive, customizable framework suitable for a wide array of clinical research scenarios, promising to revolutionize the field through improved collaboration and data use. Detailed implementation and analyses are available on the associated GitHub repository.